{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Using scores.json for plotting\n",
        "\n",
        "Our example is a complex where you can clearly see the chain break after 93 residues"
      ],
      "metadata": {
        "collapsed": false
      }
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "collapsed": true
      },
      "outputs": [],
      "source": [
        "from pathlib import Path\n",
        "import numpy\n",
        "import json\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "outputs": [],
      "source": [
        "scores = json.loads(Path(\"3G5O_A_3G5O_B_unrelaxed_rank_1_model_1_scores.json\").read_text())"
      ],
      "metadata": {
        "collapsed": false,
        "pycharm": {
          "name": "#%%\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "outputs": [
        {
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.imshow(numpy.asarray(scores[\"pae\"]))\n",
        "plt.xlabel(\"Residue 1\")\n",
        "plt.ylabel(\"Residue 2\")\n",
        "plt.show()"
      ],
      "metadata": {
        "collapsed": false,
        "pycharm": {
          "name": "#%%\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "outputs": [
        {
          "data": {
            "text/plain": "<Figure size 432x288 with 1 Axes>",
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          },
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.plot(numpy.asarray(scores[\"plddt\"]))\n",
        "plt.xlabel(\"Residue\")\n",
        "plt.ylabel(\"average pLDDT\")\n",
        "plt.show()"
      ],
      "metadata": {
        "collapsed": false,
        "pycharm": {
          "name": "#%%\n"
        }
      }
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "outputs": [
        {
          "name": "stdout",
          "output_type": "stream",
          "text": [
            "pTMscore: 0.88\n"
          ]
        }
      ],
      "source": [
        "print(\"pTMscore:\", scores[\"ptm\"])"
      ],
      "metadata": {
        "collapsed": false,
        "pycharm": {
          "name": "#%%\n"
        }
      }
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 2
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython2",
      "version": "2.7.6"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}